{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "10eddaf4-7dab-4f44-971c-1207b8a5c36d",
   "metadata": {},
   "source": [
    "Chapter 29\n",
    "# Scikit-Learn生成样本数据集\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9edaf678-c061-467f-a767-a8411aaa7423",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.datasets import make_circles, make_moons\n",
    "from sklearn.datasets import make_blobs, make_classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd817fb3-6b96-450d-a5eb-7188c47454c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5aead928-c6b1-4a98-bb31-493ec6a625d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生环形数据集\n",
    "circles = make_circles(n_samples=n_samples, \n",
    "                       factor=0.5, noise=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ea362c16-df64-4aa8-9ef9-7106e4f5d4eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生月牙形状数据集\n",
    "moons = make_moons(n_samples=n_samples, \n",
    "                   noise=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44699d04-2957-4448-8c42-85f3cbbc2dc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# \n",
    "blobs = make_blobs(n_samples=n_samples, \n",
    "                   centers = 4, \n",
    "                   cluster_std = 1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "793d4e1a-d376-4c68-b527-3de09a2349d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 几何变换\n",
    "transformation = [[0.4, 0.2], [-0.4, 1.2]]\n",
    "X = np.dot(blobs[0], transformation)\n",
    "rotated = (X,blobs[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d90ccf1-8e56-4d86-9ca8-7bc2abd723f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 不同稀疏程度\n",
    "varied = make_blobs(n_samples=n_samples, \n",
    "                    cluster_std=[1.0, 2.5, 0.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4812f5d6-a59c-42ae-8e08-610dc9ef59df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用于测试分类算法的样本数据集\n",
    "classif = make_classification(n_samples=n_samples, \n",
    "                              n_features=2, \n",
    "                              n_redundant=0, \n",
    "                              n_informative=2, \n",
    "                              n_clusters_per_class=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c0216fb1-1380-40d5-905f-5176f6bcf0c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = [circles, moons, blobs, rotated, varied, classif]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e97cac25-0007-430f-a071-ed25d2937275",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 600x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化，有标签\n",
    "fig, axes = plt.subplots(2,3,figsize=(6,4))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for dataset_idx, ax_idx in zip(datasets, axes):\n",
    "\n",
    "    X, y = dataset_idx\n",
    "    # 标准化\n",
    "    X = StandardScaler().fit_transform(X)\n",
    "    ax_idx.scatter(X[:, 0], X[:, 1], s=18, \n",
    "               c=y, cmap='Set3', \n",
    "               edgecolors=\"k\")\n",
    "\n",
    "    ax_idx.set_xlim(-3, 3)\n",
    "    ax_idx.set_ylim(-3, 3)\n",
    "    ax_idx.set_xticks(())\n",
    "    ax_idx.set_yticks(())\n",
    "    ax_idx.set_aspect('equal', adjustable='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e0e94f99-9665-4010-8c7b-3f89b8f3a81d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化，无标签\n",
    "fig, axes = plt.subplots(2,3,figsize=(6,4))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for dataset_idx, ax_idx in zip(datasets, axes):\n",
    "\n",
    "    X, y = dataset_idx\n",
    "    X = StandardScaler().fit_transform(X)\n",
    "    \n",
    "    ax_idx.scatter(X[:, 0], X[:, 1], s=18, \n",
    "               edgecolors=\"k\")\n",
    "\n",
    "    ax_idx.set_xlim(-3, 3)\n",
    "    ax_idx.set_ylim(-3, 3)\n",
    "    ax_idx.set_xticks(())\n",
    "    ax_idx.set_yticks(())\n",
    "    ax_idx.set_aspect('equal', adjustable='box')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
